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🌱 AI Engineering · How LLMs Work (Visual First) · cozy lesson

Tokenization

8 min · 1 min read · no scary math, promise

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You’ve got this. Read a little, play a little — I’ll wait. No rush.

Demo

“Tokenization is great!” → [Token][ization][ is][ great][!]. Try the animation at /animations/tokenization.

Rules: spaces count, emojis split weird, code eats tokens fast. Chunk by tokens, not chars, for RAG.

# rough estimate, use tiktoken in real apps
def est_tokens(s): return int(len(s)/4)

Check your understanding

Correct answers earn XP (once each).

1. Tokens are…

2. Why care?

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